{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from PIL import Image\n",
    "import paddlex as pdx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATADIR='garbage'\n",
    "file1='paper/paper1.jpg'\n",
    "file2='glass/glass1.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img1=Image.open(os.path.join(DATADIR,file1))\n",
    "img1=np.array(img1)\n",
    "img2=Image.open(os.path.join(DATADIR,file2))\n",
    "img2=np.array(img2)\n",
    "#显示读取的图像\n",
    "plt.figure(figsize=(16,8))\n",
    "f=plt.subplot(121)\n",
    "plt.imshow(img1)\n",
    "f=plt.subplot(122)\n",
    "plt.imshow(img2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "DATADIR='garbage'\n",
    "datadir=os.listdir(DATADIR)\n",
    "\n",
    "file_list=[]\n",
    "label_list=[]\n",
    "train_ratio=0.8\n",
    "l=0\n",
    "f1=open('./train.txt','a+')\n",
    "f2=open('./val.txt','a+')\n",
    "f3=open('./labels.txt','a+')\n",
    "\n",
    "for i in datadir:\n",
    "    #每个文件夹下的图像\n",
    "    s=os.listdir(os.path.join(DATADIR,i))\n",
    "    #计算原数据集总数量\n",
    "    l += len(s)\n",
    "    #训练集的数量\n",
    "    train_num=int(len(s)*train_ratio)\n",
    "    #测试集的数量\n",
    "val_num=int(len(s)-train_num)\n",
    "\n",
    "#遍历单个文件夹的每一个图像\n",
    "for file in s:\n",
    "    #当图像分类为“paper”是设置标签为0\n",
    "    if file[0]=='p'and file[1] == 'a':\n",
    "        file_list.append(i+'/'+file)\n",
    "        label_list.append(0)\n",
    "    #当图像分类为“plastic”是设置标签为1\n",
    "    elif file[0]=='p'and file[1] == 'l':\n",
    "        file_list.append(i+'/'+file)\n",
    "        label_list.append(1)\n",
    "    #当图像分类为“glass”是设置标签为2\n",
    "    elif file[0]=='g':\n",
    "        file_list.append(i+'/'+file)\n",
    "        label_list.append(2)\n",
    "#print(file_list)\n",
    "#print(label_list)\n",
    "#写入训练集图像文件路径及对应标签\n",
    "f1.writelines([str(file_list[j])+''+str(label_list[j])+'\\n'for j in range(train_num)])\n",
    "#写入测试集图像文件路径及对应标签\n",
    "f2.writelines([str(file_list[k])+''+str(label_list[k])+'\\n'for k in range(val_num)])\n",
    "#写入类别标签\n",
    "f3.writelines([i+'\\n'])\n",
    "#清空列表，避免重复写入\n",
    "file_list=[]\n",
    "label_list=[]\n",
    "\n",
    "#关闭文件对象\n",
    "f1.close()\n",
    "f2.close()\n",
    "f3.close()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "拆分后的数据集有误！\n"
     ]
    }
   ],
   "source": [
    "txt_list=['./train.txt','./val.txt']\n",
    "\n",
    "#用于计算拆分后数据集的数量\n",
    "l1=0\n",
    "\n",
    "#读取每个文件并计算数量\n",
    "for filename in txt_list:\n",
    "    with open(filename,'r')as f:\n",
    "        l1 +=len(f.readlines())\n",
    "\n",
    "#比较拆分后数据集的数量与原数据集的数量\n",
    "#若数量一致则数据集无误\n",
    "if l1==l:\n",
    "    print(\"拆分后数据集与原数据集无误！\")\n",
    "#若数量不一致则数据集有误\n",
    "elif l1 != l:\n",
    "    print(\"拆分后的数据集有误！\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2025-04-14 17:11:56 [INFO]\tStarting to read file list from dataset...\n",
      "2025-04-14 17:11:56 [INFO]\t0 samples in file ./train.txt\n",
      "2025-04-14 17:11:56 [INFO]\tStarting to read file list from dataset...\n",
      "2025-04-14 17:11:56 [INFO]\t0 samples in file ./val.txt\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICES']='0'\n",
    "import paddlex as pdx\n",
    "import imghdr\n",
    "\n",
    "#import paddle.fluid as fluid\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from paddlex import transforms\n",
    "\n",
    "#训练集预处理模块\n",
    "train_transforms=transforms.Compose([transforms.RandomCrop(crop_size=224), #随机裁剪\n",
    "                                    transforms.RandomHorizontalFlip(), #随机水平翻转\n",
    "                                    #随机像素内容变换\n",
    "                                    transforms.RandomDistort(brightness_range=0.9,brightness_prob=0.5,contrast_range=0.9,\n",
    "                                                            contrast_prob=0.5,saturation_range=0.9,saturation_prob=0.5,hue_range=18,\n",
    "                                                            hue_prob=0.5),\n",
    "                                    transforms.Normalize()#归一化处理\n",
    "                                    ])\n",
    "#测试集预处理模块\n",
    "val_transforms=transforms.Compose([transforms.ResizeByShort(short_size=256),#根据图像的短边调整图像大小\n",
    "                                  transforms.CenterCrop(crop_size=224), #以图像中心点扩散裁剪正方形\n",
    "                                  transforms.Normalize() #归一化处理\n",
    "                                  ])\n",
    "\n",
    "#导入paddlex库\n",
    "import paddlex as pdx\n",
    "#训练集\n",
    "train_dataset=pdx.datasets.ImageNet(\n",
    "    data_dir='garbage',\n",
    "    file_list='./train.txt',\n",
    "    label_list='./labels.txt',\n",
    "    transforms=train_transforms,\n",
    "    shuffle=True\n",
    ")\n",
    "\n",
    "#测试集\n",
    "val_dataset=pdx.datasets.ImageNet(\n",
    "    data_dir='garbage',\n",
    "    file_list='./val.txt',\n",
    "    label_list='./labels.txt',\n",
    "    transforms=val_transforms\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
